Transfer of Declarative Knowledge in Complex Information-Processing Domains

Declarative transfer from one domain to another can be observed in a systematic decrease in the time spent reading an instructional text and processing help during problem solving. Two experiments, done in the programming domain, tested the hypothesis that subjects introduced to a first programming language develop a representation of basic programming concepts that helps them integrate new declarative knowledge from a second programming language. This article shows that the effect on reading was greater for pages that were conceptually close across texts and for subjects who had fully mastered the basic concepts in the first language. A regression model of reading showed an effect on processes that are responsible for the analysis of novel words and examples, whereas general strategic reading processes remained unaffected. The increased reading speed was not accompanied by a greater understanding of the text. Effects of a common programming interface and transfer of procedural knowledge appeared to be negligible on the kind of problems considered. This study supports the distinction between procedural and declarative transfer.

[1]  James M. Royer Theories of the transfer of learning , 1979 .

[2]  Gavriel Salomon,et al.  Transfer of Cognitive Skills from Programming: When and How? , 1987 .

[3]  S. Cormier,et al.  Transfer of learning: Contemporary research and applications. , 1987 .

[4]  Donald F. Dansereau,et al.  Transfer of Information: An Instructional Perspective , 1987 .

[5]  K. Holyoak,et al.  Schema induction and analogical transfer , 1983, Cognitive Psychology.

[6]  Matthew W. Lewis,et al.  Self-Explonations: How Students Study and Use Examples in Learning to Solve Problems , 1989, Cogn. Sci..

[7]  W. D. Gray,et al.  Transfer of Cognitive Skills , 1987 .

[8]  Michelene T. H. Chi,et al.  Self-Explanations: How Students Study and Use Examples in Learning To Solve Problems. Technical Report No. 9. , 1987 .

[9]  K. Holyoak,et al.  Overcoming contextual limitations on problem-solving transfer. , 1989 .

[10]  David E. Kieras,et al.  The Acquisition of Procedures from Text: A Production-System Analysis of Transfer of Training. Technical Report No. 16. , 1985 .

[11]  David E. Kieras,et al.  The Acquisition and Performance of Text-Editing Skill: A Cognitive Complexity Analysis , 1990, Hum. Comput. Interact..

[12]  D. Ausubel The psychology of meaningful verbal learning. , 1963 .

[13]  John R. Anderson,et al.  A Keystroke Analysis of Learning and Transfer in Text Editing , 1987, Hum. Comput. Interact..

[14]  D. Kieras,et al.  Representation-saving effects of prior knowledge in memory for simple technical prose , 1983, Memory & cognition.

[15]  R. Nisbett,et al.  Immediate and delayed transfer of training effects in statistical reasoning. , 1991, Journal of experimental psychology. General.

[16]  L M Reder,et al.  The role of elaborations in learning a skill from an instructional text , 1985, Memory & cognition.

[17]  John R. Anderson Acquisition of cognitive skill. , 1982 .

[18]  Robert Rousseau,et al.  Development of Text-Editing Skill: From Semantic and Syntactic Mappings to Procedures , 1995, Hum. Comput. Interact..

[19]  John R. Anderson,et al.  The Transfer of Text-Editing Skill , 1985, Int. J. Man Mach. Stud..

[20]  Jean Scholtz,et al.  Learning second and subsequent programming languages: A problem of transfer , 1990, Int. J. Hum. Comput. Interact..

[21]  Peter G. Polson,et al.  A quantitative theory of human-computer interaction , 1987 .

[22]  John R. Anderson,et al.  The Transfer of Cognitive Skill , 1989 .

[23]  John R. Anderson The Architecture of Cognition , 1983 .

[24]  D. Ausubel,et al.  In Defense of Advance Organizers: A Reply to the Critics* , 1978 .

[25]  John R. Anderson,et al.  Knowledge Transfer among Programming Languages , 1992, PPIG.

[26]  John R. Anderson,et al.  Skill Acquisition: Compilation of Weak-Method Problem Solutions. , 1987 .

[27]  Keith J. Holyoak,et al.  The cognitive basis of knowledge transfer. , 1987 .

[28]  Allen Newell,et al.  SOAR: An Architecture for General Intelligence , 1987, Artif. Intell..

[29]  Peter Dixon,et al.  Learning to Operate Complex Devices: Effects of Conceptual and Operational Similarity , 1991 .

[30]  David E. Kieras,et al.  The Role of a Mental Model in Learning to Operate a Device. , 1984 .

[31]  David E. Kieras,et al.  Toward a Model of Acquiring Procedures from Text , 1989 .

[32]  John R. Anderson,et al.  A Keystroke Analysis of Learning and Transfer in Text Editing , 1987, SGCH.

[33]  Marcel Adam Just,et al.  A Model of the Time Course and Content of Reading , 1982, Cogn. Sci..